{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Noisy Clique Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import networkx as nx\n",
    "import pandas as pd\n",
    "from utils import  normalize_matrix, AdjustAcc, NotAbstainAcc\n",
    "from label_prop import PropagationHard\n",
    "np.set_printoptions(precision=3)\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "sns.set_style(\"whitegrid\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "def gen_clique_model(s = 3, N = 100, k = 5 , p_in_unnorm = 0.01, p_out_unnorm = 0.005, p_par = 0.9):\n",
    "    '''\n",
    "    INPUT\n",
    "    s : number of points in each clique\n",
    "    N : number of cliques for each class\n",
    "    p_in : probability of an edge between points with the same class\n",
    "    p_out : probability of an edge between points with different class\n",
    "    p_par : probability of points in the same set from the partition to have the same label (p in the paper)\n",
    "\n",
    "    RETURN\n",
    "    adjacency matrix, adjacency matrix with additional edges, true labels\n",
    "    \n",
    "    '''\n",
    "    p_in = p_in_unnorm/N\n",
    "    p_out = p_out_unnorm/N\n",
    "    num_points = N*s\n",
    "\n",
    "    # Create cliques\n",
    "    labels = np.concatenate((np.zeros(num_points), np.ones(num_points)))\n",
    "    adj_mat = np.zeros((2*num_points,2*num_points))\n",
    "    for i in range(2*N):\n",
    "        adj_mat[s*i:s*(i+1), s*i:s*(i+1)] += 1\n",
    "\n",
    "    # Add random edges between different class\n",
    "    adj_out = np.random.binomial(1, p_out, (2*num_points,2*num_points))\n",
    "    out_edge_mask = np.ones((2*num_points,2*num_points))\n",
    "    out_edge_mask[:num_points, : num_points] = 0\n",
    "    out_edge_mask[num_points:, num_points:] = 0\n",
    "    adj_out = adj_out*out_edge_mask\n",
    "\n",
    "    # Add random edges within class\n",
    "    adj_in = np.zeros((2*num_points,2*num_points))\n",
    "    class0_in = np.random.binomial(1, p_in, (num_points,num_points))\n",
    "    class0_out = np.random.binomial(1, p_in, (num_points,num_points))\n",
    "    adj_in[:num_points, :num_points] += class0_in\n",
    "    adj_in[num_points:, num_points:] += class0_out\n",
    "    final_adj_mat = adj_mat + adj_out + adj_in + np.transpose(adj_out) + np.transpose(adj_in)\n",
    "\n",
    "    # Additional edges from the partition\n",
    "    par_size = np.random.binomial(k, p_par, int(N*s/k))\n",
    "    split_idx0 = np.cumsum(np.concatenate((par_size, k - par_size)))\n",
    "    split_idx1 = np.cumsum(np.concatenate((k - par_size, par_size)))\n",
    "\n",
    "    idx_arr = np.arange(N*s)\n",
    "    np.random.shuffle(idx_arr)\n",
    "    par0 = np.split(idx_arr, split_idx0)\n",
    "    np.random.shuffle(idx_arr)\n",
    "    par1 = np.split(num_points + idx_arr, split_idx1)\n",
    "\n",
    "    final_par = [np.concatenate((i,j)) for i,j in zip(par0,par1)][:-1]\n",
    "    adj_par = np.zeros((2*num_points,2*num_points))\n",
    "    for par_array in final_par:\n",
    "        # print(par_array)\n",
    "        for col in par_array:\n",
    "            adj_par[par_array,col]= 1\n",
    "\n",
    "    final_adj_mat_aug = final_adj_mat + adj_par\n",
    "\n",
    "    return final_adj_mat, final_adj_mat_aug, labels\n",
    "\n",
    "\n",
    "def graph_viz(adj_mat):\n",
    "    G = nx.from_numpy_matrix(adj_mat)\n",
    "    G.remove_edges_from(nx.selfloop_edges(G))\n",
    "    pos = nx.spring_layout(G, k=2*1/np.sqrt(len(G.nodes())), iterations=20)\n",
    "    nx.draw(G, pos = pos, with_labels = True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "adj_mat, adj_mat_aug, labels = gen_clique_model(s = 3, N = 10, k = 5 , p_in_unnorm = 0.01, p_out_unnorm = 0.005, p_par = 0.9)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# clique model\n",
    "graph_viz(adj_mat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# clique model + augmented edges\n",
    "graph_viz(adj_mat_aug)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Experiment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "def run_experiment(s = 2, N = 100, l = 2, k = 5 , p_in_unnorm = 0.01, p_out_unnorm = 0.005, p_par = 0.9):\n",
    "\n",
    "    result_lpa = []\n",
    "    result_alpa = []\n",
    "    num_points = N*s\n",
    "    for _ in range(30):\n",
    "        final_adj_mat, final_adj_mat_ag, labels = gen_clique_model(s = s, N = N, k = k , p_in_unnorm = p_in_unnorm, p_out_unnorm = p_out_unnorm, p_par = p_par)\n",
    "\n",
    "        # Label prop\n",
    "        S_x = normalize_matrix(final_adj_mat > 0)\n",
    "        S_x_ag = normalize_matrix(final_adj_mat_ag > 0)\n",
    "        labeled_inds = np.concatenate((np.random.choice(range(num_points), size=l, replace=False), \\\n",
    "                        num_points+ (np.random.choice(range(num_points), size=l, replace=False))))\n",
    "\n",
    "        f_lpa = PropagationHard(np.ones((2*num_points, 2))*0.5, S_x, labels, labeled_inds, alpha = 100)\n",
    "        f_alpa = PropagationHard(np.ones((2*num_points, 2))*0.5, S_x_ag, labels, labeled_inds, alpha = 100)\n",
    "\n",
    "\n",
    "        result_lpa.append([100*AdjustAcc(f_lpa, labels), 100*NotAbstainAcc(f_lpa, labels), s, N , l, k , p_in_unnorm, p_out_unnorm , p_par, 'LPA'])\n",
    "        result_alpa.append([100*AdjustAcc(f_alpa, labels), 100*NotAbstainAcc(f_alpa, labels), s, N , l, k , p_in_unnorm, p_out_unnorm , p_par, 'ALPA'])\n",
    "    return result_lpa + result_alpa"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### P_partition vs Accuracy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x450 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# regime : not connected\n",
    "result = []\n",
    "for p_par in np.linspace (0.5, 1.0,11):\n",
    "    result += run_experiment(s = 3, N = 100, l = 2, k = 5 , p_in_unnorm = 0.01, p_out_unnorm = 0.005, p_par = p_par)\n",
    "df = pd.DataFrame(result, columns = ['Accuracy', 'NotabsAcc','s','N','l','k','p_in','p_out','p','method'])\n",
    "df_group = df.groupby(['method','p']).mean()\n",
    "plt.figure(figsize= (4,3), dpi = 150)\n",
    "sns.lineplot(data = df, x = 'p', y = 'Accuracy', hue = 'method')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x450 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# regime: connected but noisy edges\n",
    "result = []\n",
    "for p_par in np.linspace (0.5, 1.0,11):\n",
    "    result += run_experiment(s = 3, N = 100, l = 2, k = 5 , p_in_unnorm = 0.4, p_out_unnorm = 0.2, p_par = p_par)\n",
    "df = pd.DataFrame(result, columns = ['Accuracy', 'NotabsAcc','s','N','l','k','p_in','p_out','p','method'])\n",
    "df_group = df.groupby(['method','p']).mean()\n",
    "plt.figure(figsize= (4,3), dpi = 150)\n",
    "sns.lineplot(data = df, x = 'p', y = 'Accuracy', hue = 'method')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x450 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# regime: connected and clean edges\n",
    "result = []\n",
    "for p_par in np.linspace (0.5, 1.0,11):\n",
    "    result += run_experiment(s = 3, N = 100, l = 2, k = 5 , p_in_unnorm = 0.4, p_out_unnorm = 0.005, p_par = p_par)\n",
    "df = pd.DataFrame(result, columns = ['Accuracy', 'NotabsAcc','s','N','l','k','p_in','p_out','p','method'])\n",
    "df_group = df.groupby(['method','p']).mean()\n",
    "plt.figure(figsize= (4,3), dpi = 150)\n",
    "sns.lineplot(data = df, x = 'p', y = 'Accuracy', hue = 'method')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### p_in vs acc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x450 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# regime: connected + clean edges\n",
    "result = []\n",
    "for p_in_unnorm in np.linspace (0.005, 0.4,21):\n",
    "    result += run_experiment(s = 3, N = 100, l = 2, k = 5 , p_in_unnorm = p_in_unnorm, p_out_unnorm = 0.005, p_par = 0.9)\n",
    "df = pd.DataFrame(result, columns = ['Accuracy', 'NotabsAcc','s','N','l','k','p_in','p_out','p_par','method'])\n",
    "df_group = df.groupby(['method','p_in']).mean()\n",
    "plt.figure(figsize= (4,3), dpi = 150)\n",
    "sns.lineplot(data = df, x = 'p_in', y = 'Accuracy', hue = 'method')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x450 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# regime: connected + noisy edges\n",
    "result = []\n",
    "for p_in_unnorm in np.linspace (0.005, 0.4,21):\n",
    "    result += run_experiment(s = 3, N = 100, l = 2, k = 5 , p_in_unnorm = p_in_unnorm, p_out_unnorm = p_in_unnorm/2, p_par = 0.9)\n",
    "df = pd.DataFrame(result, columns = ['Accuracy', 'NotabsAcc','s','N','l','k','p_in','p_out','p_par','method'])\n",
    "df_group = df.groupby(['method','p_in']).mean()\n",
    "plt.figure(figsize= (4,3), dpi = 150)\n",
    "sns.lineplot(data = df, x = 'p_in', y = 'Accuracy', hue = 'method')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "e0ad42172626f204a42e1efb126f1de5fd5db401b002bb47601b30944ca03d57"
  },
  "kernelspec": {
   "display_name": "Python 3.8.8 64-bit ('base': conda)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
